Pandas Profiling Report for Credit card Clients dataset

Dataset statistics

Number of variables	24
Number of observations	29965
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.7 MiB
Average record size in memory	200.0 B

Variable types

Numeric	21
Categorical	3

Alerts

`PAY_SEPT` is highly overall correlated with `PAY_AUG` and 2 other fields	High correlation
`PAY_AUG` is highly overall correlated with `PAY_SEPT` and 7 other fields	High correlation
`PAY_JUL` is highly overall correlated with `PAY_SEPT` and 9 other fields	High correlation
`PAY_JUN` is highly overall correlated with `PAY_SEPT` and 10 other fields	High correlation
`PAY_MAY` is highly overall correlated with `PAY_AUG` and 8 other fields	High correlation
`PAY_APR` is highly overall correlated with `PAY_AUG` and 8 other fields	High correlation
`BILL_AMT_SEPT` is highly overall correlated with `PAY_AUG` and 8 other fields	High correlation
`BILL_AMT_AUG` is highly overall correlated with `PAY_AUG` and 10 other fields	High correlation
`BILL_AMT_JUL` is highly overall correlated with `PAY_AUG` and 11 other fields	High correlation
`BILL_AMT_JUN` is highly overall correlated with `PAY_JUL` and 13 other fields	High correlation
`BILL_AMT_MAY` is highly overall correlated with `PAY_JUL` and 13 other fields	High correlation
`BILL_AMT_APR` is highly overall correlated with `PAY_JUN` and 11 other fields	High correlation
`PAY_AMT_SEPT` is highly overall correlated with `BILL_AMT_SEPT` and 5 other fields	High correlation
`PAY_AMT_AUG` is highly overall correlated with `BILL_AMT_JUL` and 5 other fields	High correlation
`PAY_AMT_JUL` is highly overall correlated with `BILL_AMT_JUN` and 7 other fields	High correlation
`PAY_AMT_JUN` is highly overall correlated with `BILL_AMT_JUN` and 6 other fields	High correlation
`PAY_AMT_MAY` is highly overall correlated with `BILL_AMT_JUN` and 5 other fields	High correlation
`PAY_AMT_APR` is highly overall correlated with `BILL_AMT_MAY` and 4 other fields	High correlation
`PAY_AMT_AUG` is highly skewed (γ1 = 30.43861292)	Skewed
`PAY_SEPT` has 14737 (49.2%) zeros	Zeros
`PAY_AUG` has 15730 (52.5%) zeros	Zeros
`PAY_JUL` has 15764 (52.6%) zeros	Zeros
`PAY_JUN` has 16455 (54.9%) zeros	Zeros
`PAY_MAY` has 16947 (56.6%) zeros	Zeros
`PAY_APR` has 16286 (54.4%) zeros	Zeros
`BILL_AMT_SEPT` has 1978 (6.6%) zeros	Zeros
`BILL_AMT_AUG` has 2476 (8.3%) zeros	Zeros
`BILL_AMT_JUL` has 2840 (9.5%) zeros	Zeros
`BILL_AMT_JUN` has 3165 (10.6%) zeros	Zeros
`BILL_AMT_MAY` has 3476 (11.6%) zeros	Zeros
`BILL_AMT_APR` has 3990 (13.3%) zeros	Zeros
`PAY_AMT_SEPT` has 5218 (17.4%) zeros	Zeros
`PAY_AMT_AUG` has 5365 (17.9%) zeros	Zeros
`PAY_AMT_JUL` has 5937 (19.8%) zeros	Zeros
`PAY_AMT_JUN` has 6377 (21.3%) zeros	Zeros
`PAY_AMT_MAY` has 6672 (22.3%) zeros	Zeros
`PAY_AMT_APR` has 7142 (23.8%) zeros	Zeros

Reproduction

Analysis started	2023-11-04 17:53:25.444625
Analysis finished	2023-11-04 17:54:00.754583
Duration	35.31 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

LIMIT_BAL
Real number (ℝ)

Distinct	81
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167442.01

Minimum	10000
Maximum	1000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	430000
Maximum	1000000
Range	990000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	129760.14
Coefficient of variation (CV)	0.77495569
Kurtosis	0.53758712
Mean	167442.01
Median Absolute Deviation (MAD)	90000
Skewness	0.99349133
Sum	5.0173997 × 10⁹
Variance	1.6837693 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	3363	11.2%
20000	1975	6.6%
30000	1610	5.4%
80000	1564	5.2%
200000	1524	5.1%
150000	1107	3.7%
100000	1047	3.5%
180000	993	3.3%
360000	874	2.9%
60000	825	2.8%
Other values (71)	15083	50.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10000	493	1.6%
16000	2	< 0.1%
20000	1975	6.6%
30000	1610	5.4%
40000	230	0.8%
50000	3363	11.2%
60000	825	2.8%
70000	731	2.4%
80000	1564	5.2%
90000	650	2.2%

Value	Count	Frequency (%)
1000000	1	< 0.1%
800000	2	< 0.1%
780000	2	< 0.1%
760000	1	< 0.1%
750000	4	< 0.1%
740000	2	< 0.1%
730000	2	< 0.1%
720000	3	< 0.1%
710000	6	< 0.1%
700000	8	< 0.1%

SEX
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.2 KiB

2	18091
1	11874

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29965
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring characters

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29965	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	29965	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

EDUCATION
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8536292

Minimum	0
Maximum	6
Zeros	14
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.79041147
Coefficient of variation (CV)	0.42641293
Kurtosis	2.079207
Mean	1.8536292
Median Absolute Deviation (MAD)	1
Skewness	0.97070927
Sum	55544
Variance	0.62475029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	14019	46.8%
1	10563	35.3%
3	4915	16.4%
5	280	0.9%
4	123	0.4%
6	51	0.2%
0	14	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	< 0.1%
1	10563	35.3%
2	14019	46.8%
3	4915	16.4%
4	123	0.4%
5	280	0.9%
6	51	0.2%

Value	Count	Frequency (%)
6	51	0.2%
5	280	0.9%
4	123	0.4%
3	4915	16.4%
2	14019	46.8%
1	10563	35.3%
0	14	< 0.1%

MARRIAGE
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.2 KiB

2	15945
1	13643
3	323
0	54

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29965
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring characters

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29965	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	29965	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

AGE
Real number (ℝ)

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.487969

Minimum	21
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.2194592
Coefficient of variation (CV)	0.25979112
Kurtosis	0.043988015
Mean	35.487969
Median Absolute Deviation (MAD)	6
Skewness	0.732056
Sum	1063397
Variance	84.998429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1602	5.3%
27	1475	4.9%
28	1406	4.7%
30	1394	4.7%
26	1252	4.2%
31	1213	4.0%
25	1185	4.0%
34	1161	3.9%
32	1157	3.9%
33	1146	3.8%
Other values (46)	16974	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	67	0.2%
22	560	1.9%
23	930	3.1%
24	1126	3.8%
25	1185	4.0%
26	1252	4.2%
27	1475	4.9%
28	1406	4.7%
29	1602	5.3%
30	1394	4.7%

Value	Count	Frequency (%)
79	1	< 0.1%
75	3	< 0.1%
74	1	< 0.1%
73	4	< 0.1%
72	3	< 0.1%
71	3	< 0.1%
70	10	< 0.1%
69	15	0.1%
68	5	< 0.1%
67	16	0.1%

PAY_SEPT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.016752878

Minimum	-2
Maximum	8
Zeros	14737
Zeros (%)	49.2%
Negative	8432
Negative (%)	28.1%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.123492
Coefficient of variation (CV)	-67.062627
Kurtosis	2.7300384
Mean	-0.016752878
Median Absolute Deviation (MAD)	1
Skewness	0.73460648
Sum	-502
Variance	1.2622343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	14737	49.2%
-1	5682	19.0%
1	3667	12.2%
-2	2750	9.2%
2	2666	8.9%
3	322	1.1%
4	76	0.3%
5	26	0.1%
8	19	0.1%
6	11	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	2750	9.2%
-1	5682	19.0%
0	14737	49.2%
1	3667	12.2%
2	2666	8.9%
3	322	1.1%
4	76	0.3%
5	26	0.1%
6	11	< 0.1%
7	9	< 0.1%

Value	Count	Frequency (%)
8	19	0.1%
7	9	< 0.1%
6	11	< 0.1%
5	26	0.1%
4	76	0.3%
3	322	1.1%
2	2666	8.9%
1	3667	12.2%
0	14737	49.2%
-1	5682	19.0%

PAY_AUG
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.13185383

Minimum	-2
Maximum	8
Zeros	15730
Zeros (%)	52.5%
Negative	9798
Negative (%)	32.7%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1963217
Coefficient of variation (CV)	-9.0730903
Kurtosis	1.5776087
Mean	-0.13185383
Median Absolute Deviation (MAD)	0
Skewness	0.79207041
Sum	-3951
Variance	1.4311856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15730	52.5%
-1	6046	20.2%
2	3926	13.1%
-2	3752	12.5%
3	326	1.1%
4	99	0.3%
1	28	0.1%
5	25	0.1%
7	20	0.1%
6	12	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	3752	12.5%
-1	6046	20.2%
0	15730	52.5%
1	28	0.1%
2	3926	13.1%
3	326	1.1%
4	99	0.3%
5	25	0.1%
6	12	< 0.1%
7	20	0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	20	0.1%
6	12	< 0.1%
5	25	0.1%
4	99	0.3%
3	326	1.1%
2	3926	13.1%
1	28	0.1%
0	15730	52.5%
-1	6046	20.2%

PAY_JUL
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.16439179

Minimum	-2
Maximum	8
Zeros	15764
Zeros (%)	52.6%
Negative	9989
Negative (%)	33.3%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1958775
Coefficient of variation (CV)	-7.2745574
Kurtosis	2.091666
Mean	-0.16439179
Median Absolute Deviation (MAD)	0
Skewness	0.84146398
Sum	-4926
Variance	1.430123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15764	52.6%
-1	5934	19.8%
-2	4055	13.5%
2	3819	12.7%
3	240	0.8%
4	75	0.3%
7	27	0.1%
6	23	0.1%
5	21	0.1%
1	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4055	13.5%
-1	5934	19.8%
0	15764	52.6%
1	4	< 0.1%
2	3819	12.7%
3	240	0.8%
4	75	0.3%
5	21	0.1%
6	23	0.1%
7	27	0.1%

Value	Count	Frequency (%)
8	3	< 0.1%
7	27	0.1%
6	23	0.1%
5	21	0.1%
4	75	0.3%
3	240	0.8%
2	3819	12.7%
1	4	< 0.1%
0	15764	52.6%
-1	5934	19.8%

PAY_JUN
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.21892208

Minimum	-2
Maximum	8
Zeros	16455
Zeros (%)	54.9%
Negative	10001
Negative (%)	33.4%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1681752
Coefficient of variation (CV)	-5.3360319
Kurtosis	3.5089621
Mean	-0.21892208
Median Absolute Deviation (MAD)	0
Skewness	1.0007986
Sum	-6560
Variance	1.3646333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	16455	54.9%
-1	5683	19.0%
-2	4318	14.4%
2	3159	10.5%
3	180	0.6%
4	68	0.2%
7	58	0.2%
5	35	0.1%
6	5	< 0.1%
1	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4318	14.4%
-1	5683	19.0%
0	16455	54.9%
1	2	< 0.1%
2	3159	10.5%
3	180	0.6%
4	68	0.2%
5	35	0.1%
6	5	< 0.1%
7	58	0.2%

Value	Count	Frequency (%)
8	2	< 0.1%
7	58	0.2%
6	5	< 0.1%
5	35	0.1%
4	68	0.2%
3	180	0.6%
2	3159	10.5%
1	2	< 0.1%
0	16455	54.9%
-1	5683	19.0%

PAY_MAY
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.26450859

Minimum	-2
Maximum	8
Zeros	16947
Zeros (%)	56.6%
Negative	10051
Negative (%)	33.5%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1322199
Coefficient of variation (CV)	-4.2804653
Kurtosis	4.0035623
Mean	-0.26450859
Median Absolute Deviation (MAD)	0
Skewness	1.009329
Sum	-7926
Variance	1.2819218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16947	56.6%
-1	5535	18.5%
-2	4516	15.1%
2	2626	8.8%
3	178	0.6%
4	83	0.3%
7	58	0.2%
5	17	0.1%
6	4	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4516	15.1%
-1	5535	18.5%
0	16947	56.6%
2	2626	8.8%
3	178	0.6%
4	83	0.3%
5	17	0.1%
6	4	< 0.1%
7	58	0.2%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	58	0.2%
6	4	< 0.1%
5	17	0.1%
4	83	0.3%
3	178	0.6%
2	2626	8.8%
0	16947	56.6%
-1	5535	18.5%
-2	4516	15.1%

PAY_APR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.28943768

Minimum	-2
Maximum	8
Zeros	16286
Zeros (%)	54.4%
Negative	10601
Negative (%)	35.4%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1490901
Coefficient of variation (CV)	-3.9700778
Kurtosis	3.4372569
Mean	-0.28943768
Median Absolute Deviation (MAD)	0
Skewness	0.94860899
Sum	-8673
Variance	1.3204081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16286	54.4%
-1	5736	19.1%
-2	4865	16.2%
2	2766	9.2%
3	184	0.6%
4	48	0.2%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
8	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4865	16.2%
-1	5736	19.1%
0	16286	54.4%
2	2766	9.2%
3	184	0.6%
4	48	0.2%
5	13	< 0.1%
6	19	0.1%
7	46	0.2%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
4	48	0.2%
3	184	0.6%
2	2766	9.2%
0	16286	54.4%
-1	5736	19.1%
-2	4865	16.2%

BILL_AMT_SEPT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22723
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51283.01

Minimum	-165580
Maximum	964511
Zeros	1978
Zeros (%)	6.6%
Negative	590
Negative (%)	2.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	-165580
5-th percentile	0
Q1	3595
median	22438
Q3	67260
95-th percentile	201303.8
Maximum	964511
Range	1130091
Interquartile range (IQR)	63665

Descriptive statistics

Standard deviation	73658.132
Coefficient of variation (CV)	1.4363067
Kurtosis	9.7968462
Mean	51283.01
Median Absolute Deviation (MAD)	21842
Skewness	2.6625135
Sum	1.5366954 × 10⁹
Variance	5.4255205 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1978	6.6%
390	243	0.8%
780	76	0.3%
326	72	0.2%
316	63	0.2%
2500	59	0.2%
396	48	0.2%
2400	39	0.1%
416	29	0.1%
500	25	0.1%
Other values (22713)	27333	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-165580	1	< 0.1%
-154973	1	< 0.1%
-15308	1	< 0.1%
-14386	1	< 0.1%
-11545	1	< 0.1%
-10682	1	< 0.1%
-9802	1	< 0.1%
-9095	1	< 0.1%
-8187	1	< 0.1%
-7438	1	< 0.1%

Value	Count	Frequency (%)
964511	1	< 0.1%
746814	1	< 0.1%
653062	1	< 0.1%
630458	1	< 0.1%
626648	1	< 0.1%
621749	1	< 0.1%
613860	1	< 0.1%
610723	1	< 0.1%
608594	1	< 0.1%
604019	1	< 0.1%

BILL_AMT_AUG
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22346
Distinct (%)	74.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49236.366

Minimum	-69777
Maximum	983931
Zeros	2476
Zeros (%)	8.3%
Negative	669
Negative (%)	2.2%
Memory size	468.2 KiB

Quantile statistics

Minimum	-69777
5-th percentile	0
Q1	3010
median	21295
Q3	64109
95-th percentile	194889.6
Maximum	983931
Range	1053708
Interquartile range (IQR)	61099

Descriptive statistics

Standard deviation	71195.567
Coefficient of variation (CV)	1.4459956
Kurtosis	10.293212
Mean	49236.366
Median Absolute Deviation (MAD)	20905
Skewness	2.7038617
Sum	1.4753677 × 10⁹
Variance	5.0688088 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2476	8.3%
390	230	0.8%
326	75	0.3%
780	75	0.3%
316	72	0.2%
2500	51	0.2%
396	50	0.2%
2400	42	0.1%
-200	29	0.1%
416	28	0.1%
Other values (22336)	26837	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-69777	1	< 0.1%
-67526	1	< 0.1%
-33350	1	< 0.1%
-30000	1	< 0.1%
-26214	1	< 0.1%
-24704	1	< 0.1%
-24702	1	< 0.1%
-22960	1	< 0.1%
-18618	1	< 0.1%
-18088	1	< 0.1%

Value	Count	Frequency (%)
983931	1	< 0.1%
743970	1	< 0.1%
671563	1	< 0.1%
646770	1	< 0.1%
624475	1	< 0.1%
605943	1	< 0.1%
597793	1	< 0.1%
586825	1	< 0.1%
581775	1	< 0.1%
577681	1	< 0.1%

BILL_AMT_JUL
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22026
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47067.916

Minimum	-157264
Maximum	1664089
Zeros	2840
Zeros (%)	9.5%
Negative	655
Negative (%)	2.2%
Memory size	468.2 KiB

Quantile statistics

Minimum	-157264
5-th percentile	0
Q1	2711
median	20135
Q3	60201
95-th percentile	187901
Maximum	1664089
Range	1821353
Interquartile range (IQR)	57490

Descriptive statistics

Standard deviation	69371.352
Coefficient of variation (CV)	1.4738565
Kurtosis	19.771003
Mean	47067.916
Median Absolute Deviation (MAD)	19745
Skewness	3.0864938
Sum	1.4103901 × 10⁹
Variance	4.8123845 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2840	9.5%
390	274	0.9%
780	74	0.2%
326	63	0.2%
316	62	0.2%
396	47	0.2%
2500	40	0.1%
2400	39	0.1%
416	29	0.1%
200	27	0.1%
Other values (22016)	26470	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-157264	1	< 0.1%
-61506	1	< 0.1%
-46127	1	< 0.1%
-34041	1	< 0.1%
-25443	1	< 0.1%
-24702	1	< 0.1%
-20320	1	< 0.1%
-17706	1	< 0.1%
-15910	1	< 0.1%
-15641	1	< 0.1%

Value	Count	Frequency (%)
1664089	1	< 0.1%
855086	1	< 0.1%
693131	1	< 0.1%
689643	1	< 0.1%
689627	1	< 0.1%
632041	1	< 0.1%
597415	1	< 0.1%
578971	1	< 0.1%
577957	1	< 0.1%
577015	1	< 0.1%

BILL_AMT_JUN
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21548
Distinct (%)	71.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43313.33

Minimum	-170000
Maximum	891586
Zeros	3165
Zeros (%)	10.6%
Negative	675
Negative (%)	2.3%
Memory size	468.2 KiB

Quantile statistics

Minimum	-170000
5-th percentile	0
Q1	2360
median	19081
Q3	54601
95-th percentile	174469.8
Maximum	891586
Range	1061586
Interquartile range (IQR)	52241

Descriptive statistics

Standard deviation	64353.514
Coefficient of variation (CV)	1.485767
Kurtosis	11.298582
Mean	43313.33
Median Absolute Deviation (MAD)	18681
Skewness	2.8205448
Sum	1.2978839 × 10⁹
Variance	4.1413748 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3165	10.6%
390	245	0.8%
780	101	0.3%
316	68	0.2%
326	62	0.2%
396	43	0.1%
2400	39	0.1%
150	39	0.1%
2500	34	0.1%
416	33	0.1%
Other values (21538)	26136	87.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-170000	1	< 0.1%
-81334	1	< 0.1%
-65167	1	< 0.1%
-50616	1	< 0.1%
-46627	1	< 0.1%
-34503	1	< 0.1%
-27490	1	< 0.1%
-24303	1	< 0.1%
-22108	1	< 0.1%
-20320	1	< 0.1%

Value	Count	Frequency (%)
891586	1	< 0.1%
706864	1	< 0.1%
628699	1	< 0.1%
616836	1	< 0.1%
572805	1	< 0.1%
569034	1	< 0.1%
565669	1	< 0.1%
563543	1	< 0.1%
548020	1	< 0.1%
542653	1	< 0.1%

BILL_AMT_MAY
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21010
Distinct (%)	70.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40358.334

Minimum	-81334
Maximum	927171
Zeros	3476
Zeros (%)	11.6%
Negative	655
Negative (%)	2.2%
Memory size	468.2 KiB

Quantile statistics

Minimum	-81334
5-th percentile	0
Q1	1787
median	18130
Q3	50247
95-th percentile	165805.6
Maximum	927171
Range	1008505
Interquartile range (IQR)	48460

Descriptive statistics

Standard deviation	60817.131
Coefficient of variation (CV)	1.5069287
Kurtosis	12.294539
Mean	40358.334
Median Absolute Deviation (MAD)	17714
Skewness	2.874925
Sum	1.2093375 × 10⁹
Variance	3.6987234 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3476	11.6%
390	234	0.8%
780	94	0.3%
316	79	0.3%
326	62	0.2%
150	58	0.2%
396	46	0.2%
2400	39	0.1%
2500	37	0.1%
416	36	0.1%
Other values (21000)	25804	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-81334	1	< 0.1%
-61372	1	< 0.1%
-53007	1	< 0.1%
-46627	1	< 0.1%
-37594	1	< 0.1%
-36156	1	< 0.1%
-30481	1	< 0.1%
-28335	1	< 0.1%
-23003	1	< 0.1%
-20753	1	< 0.1%

Value	Count	Frequency (%)
927171	1	< 0.1%
823540	1	< 0.1%
587067	1	< 0.1%
551702	1	< 0.1%
547880	1	< 0.1%
530672	1	< 0.1%
524315	1	< 0.1%
516139	1	< 0.1%
514114	1	< 0.1%
508213	1	< 0.1%

BILL_AMT_APR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20604
Distinct (%)	68.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38917.012

Minimum	-339603
Maximum	961664
Zeros	3990
Zeros (%)	13.3%
Negative	688
Negative (%)	2.3%
Memory size	468.2 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	1262
median	17124
Q3	49252
95-th percentile	161932
Maximum	961664
Range	1301267
Interquartile range (IQR)	47990

Descriptive statistics

Standard deviation	59574.148
Coefficient of variation (CV)	1.5307996
Kurtosis	12.259126
Mean	38917.012
Median Absolute Deviation (MAD)	16808
Skewness	2.8451372
Sum	1.1661483 × 10⁹
Variance	3.5490791 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3990	13.3%
390	206	0.7%
780	86	0.3%
150	78	0.3%
316	77	0.3%
326	56	0.2%
396	44	0.1%
416	36	0.1%
-18	33	0.1%
2400	32	0.1%
Other values (20594)	25327	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-339603	1	< 0.1%
-209051	1	< 0.1%
-150953	1	< 0.1%
-94625	1	< 0.1%
-73895	1	< 0.1%
-57060	1	< 0.1%
-51443	1	< 0.1%
-51183	1	< 0.1%
-46627	1	< 0.1%
-45734	1	< 0.1%

Value	Count	Frequency (%)
961664	1	< 0.1%
699944	1	< 0.1%
568638	1	< 0.1%
527711	1	< 0.1%
527566	1	< 0.1%
514975	1	< 0.1%
513798	1	< 0.1%
511905	1	< 0.1%
501370	1	< 0.1%
499100	1	< 0.1%

PAY_AMT_SEPT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7943
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5670.0993

Minimum	0
Maximum	873552
Zeros	5218
Zeros (%)	17.4%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2102
Q3	5008
95-th percentile	18447.2
Maximum	873552
Range	873552
Interquartile range (IQR)	4008

Descriptive statistics

Standard deviation	16571.849
Coefficient of variation (CV)	2.9226736
Kurtosis	414.85486
Mean	5670.0993
Median Absolute Deviation (MAD)	1929
Skewness	14.661595
Sum	1.6990453 × 10⁸
Variance	2.7462619 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5218	17.4%
2000	1363	4.5%
3000	891	3.0%
5000	698	2.3%
1500	507	1.7%
4000	426	1.4%
10000	401	1.3%
1000	365	1.2%
2500	298	1.0%
6000	294	1.0%
Other values (7933)	19504	65.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5218	17.4%
1	9	< 0.1%
2	14	< 0.1%
3	15	0.1%
4	18	0.1%
5	12	< 0.1%
6	15	0.1%
7	9	< 0.1%
8	8	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
873552	1	< 0.1%
505000	1	< 0.1%
493358	1	< 0.1%
423903	1	< 0.1%
405016	1	< 0.1%
368199	1	< 0.1%
323014	1	< 0.1%
304815	1	< 0.1%
302000	1	< 0.1%
300039	1	< 0.1%

PAY_AMT_AUG
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	7899
Distinct (%)	26.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5927.9832

Minimum	0
Maximum	1684259
Zeros	5365
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	850
median	2010
Q3	5000
95-th percentile	19030.8
Maximum	1684259
Range	1684259
Interquartile range (IQR)	4150

Descriptive statistics

Standard deviation	23053.457
Coefficient of variation (CV)	3.8889207
Kurtosis	1639.9245
Mean	5927.9832
Median Absolute Deviation (MAD)	1990
Skewness	30.438613
Sum	1.7763202 × 10⁸
Variance	5.3146186 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5365	17.9%
2000	1290	4.3%
3000	857	2.9%
5000	717	2.4%
1000	594	2.0%
1500	521	1.7%
4000	410	1.4%
10000	318	1.1%
6000	283	0.9%
2500	251	0.8%
Other values (7889)	19359	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5365	17.9%
1	15	0.1%
2	20	0.1%
3	18	0.1%
4	11	< 0.1%
5	25	0.1%
6	8	< 0.1%
7	12	< 0.1%
8	9	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
1684259	1	< 0.1%
1227082	1	< 0.1%
1215471	1	< 0.1%
1024516	1	< 0.1%
580464	1	< 0.1%
415552	1	< 0.1%
401003	1	< 0.1%
388126	1	< 0.1%
385228	1	< 0.1%
384986	1	< 0.1%

PAY_AMT_JUL
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7518
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5231.6888

Minimum	0
Maximum	896040
Zeros	5937
Zeros (%)	19.8%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1804
Q3	4512
95-th percentile	17602.6
Maximum	896040
Range	896040
Interquartile range (IQR)	4122

Descriptive statistics

Standard deviation	17616.361
Coefficient of variation (CV)	3.3672418
Kurtosis	563.73928
Mean	5231.6888
Median Absolute Deviation (MAD)	1796
Skewness	17.208177
Sum	1.5676756 × 10⁸
Variance	3.1033618 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5937	19.8%
2000	1285	4.3%
1000	1103	3.7%
3000	870	2.9%
5000	721	2.4%
1500	490	1.6%
4000	381	1.3%
10000	312	1.0%
1200	243	0.8%
6000	241	0.8%
Other values (7508)	18382	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5937	19.8%
1	13	< 0.1%
2	19	0.1%
3	14	< 0.1%
4	15	0.1%
5	18	0.1%
6	14	< 0.1%
7	18	0.1%
8	10	< 0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
896040	1	< 0.1%
889043	1	< 0.1%
508229	1	< 0.1%
417588	1	< 0.1%
400972	1	< 0.1%
397092	1	< 0.1%
380478	1	< 0.1%
371718	1	< 0.1%
349395	1	< 0.1%
344261	1	< 0.1%

PAY_AMT_JUN
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6937
Distinct (%)	23.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4831.6175

Minimum	0
Maximum	621000
Zeros	6377
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	300
median	1500
Q3	4016
95-th percentile	16037
Maximum	621000
Range	621000
Interquartile range (IQR)	3716

Descriptive statistics

Standard deviation	15674.465
Coefficient of variation (CV)	3.2441444
Kurtosis	277.04869
Mean	4831.6175
Median Absolute Deviation (MAD)	1500
Skewness	12.898506
Sum	1.4477942 × 10⁸
Variance	2.4568884 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6377	21.3%
1000	1394	4.7%
2000	1214	4.1%
3000	887	3.0%
5000	810	2.7%
1500	441	1.5%
4000	402	1.3%
10000	341	1.1%
2500	259	0.9%
500	258	0.9%
Other values (6927)	17582	58.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6377	21.3%
1	22	0.1%
2	22	0.1%
3	13	< 0.1%
4	20	0.1%
5	12	< 0.1%
6	16	0.1%
7	11	< 0.1%
8	7	< 0.1%
9	9	< 0.1%

Value	Count	Frequency (%)
621000	1	< 0.1%
528897	1	< 0.1%
497000	1	< 0.1%
432130	1	< 0.1%
400046	1	< 0.1%
331788	1	< 0.1%
330982	1	< 0.1%
320008	1	< 0.1%
313094	1	< 0.1%
292962	1	< 0.1%

PAY_AMT_MAY
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6897
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4804.897

Minimum	0
Maximum	426529
Zeros	6672
Zeros (%)	22.3%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	261
median	1500
Q3	4042
95-th percentile	16000
Maximum	426529
Range	426529
Interquartile range (IQR)	3781

Descriptive statistics

Standard deviation	15286.372
Coefficient of variation (CV)	3.1814152
Kurtosis	179.87521
Mean	4804.897
Median Absolute Deviation (MAD)	1500
Skewness	11.121742
Sum	1.4397874 × 10⁸
Variance	2.3367318 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6672	22.3%
1000	1340	4.5%
2000	1323	4.4%
3000	947	3.2%
5000	814	2.7%
1500	426	1.4%
4000	401	1.3%
10000	343	1.1%
500	250	0.8%
6000	247	0.8%
Other values (6887)	17202	57.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6672	22.3%
1	21	0.1%
2	13	< 0.1%
3	13	< 0.1%
4	12	< 0.1%
5	9	< 0.1%
6	7	< 0.1%
7	9	< 0.1%
8	6	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
426529	1	< 0.1%
417990	1	< 0.1%
388071	1	< 0.1%
379267	1	< 0.1%
332000	1	< 0.1%
331788	1	< 0.1%
330982	1	< 0.1%
326889	1	< 0.1%
317077	1	< 0.1%
310135	1	< 0.1%

PAY_AMT_APR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6939
Distinct (%)	23.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5221.498

Minimum	0
Maximum	528666
Zeros	7142
Zeros (%)	23.8%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	131
median	1500
Q3	4000
95-th percentile	17384.4
Maximum	528666
Range	528666
Interquartile range (IQR)	3869

Descriptive statistics

Standard deviation	17786.977
Coefficient of variation (CV)	3.4064893
Kurtosis	166.98179
Mean	5221.498
Median Absolute Deviation (MAD)	1500
Skewness	10.635094
Sum	1.5646219 × 10⁸
Variance	3.1637655 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7142	23.8%
1000	1299	4.3%
2000	1295	4.3%
3000	914	3.1%
5000	808	2.7%
1500	439	1.5%
4000	411	1.4%
10000	356	1.2%
500	247	0.8%
6000	220	0.7%
Other values (6929)	16834	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7142	23.8%
1	20	0.1%
2	9	< 0.1%
3	14	< 0.1%
4	12	< 0.1%
5	7	< 0.1%
6	6	< 0.1%
7	5	< 0.1%
8	6	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
528666	1	< 0.1%
527143	1	< 0.1%
443001	1	< 0.1%
422000	1	< 0.1%
403500	1	< 0.1%
377000	1	< 0.1%
372495	1	< 0.1%
351282	1	< 0.1%
345293	1	< 0.1%
308000	1	< 0.1%

default payment next month
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.2 KiB

0	23335
1	6630

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29965
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring characters

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29965	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	29965	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Auto

Heatmap
Table

	LIMIT_BAL	EDUCATION	AGE	PAY_SEPT	PAY_AUG	PAY_JUL	PAY_JUN	PAY_MAY	PAY_APR	BILL_AMT_SEPT	BILL_AMT_AUG	BILL_AMT_JUL	BILL_AMT_JUN	BILL_AMT_MAY	BILL_AMT_APR	PAY_AMT_SEPT	PAY_AMT_AUG	PAY_AMT_JUL	PAY_AMT_JUN	PAY_AMT_MAY	PAY_AMT_APR	SEX	MARRIAGE	default payment next month
LIMIT_BAL	1.000	-0.263	0.186	-0.297	-0.342	-0.331	-0.308	-0.285	-0.264	0.055	0.050	0.062	0.074	0.082	0.089	0.274	0.280	0.286	0.285	0.295	0.319	0.074	0.064	0.157
EDUCATION	-0.263	1.000	0.159	0.133	0.168	0.161	0.151	0.136	0.123	0.094	0.092	0.080	0.068	0.059	0.055	-0.043	-0.048	-0.043	-0.044	-0.051	-0.054	0.029	0.114	0.072
AGE	0.186	0.159	1.000	-0.064	-0.084	-0.084	-0.081	-0.083	-0.076	0.001	0.001	0.002	-0.004	-0.001	-0.000	0.033	0.044	0.033	0.040	0.038	0.039	0.091	0.286	0.048
PAY_SEPT	-0.297	0.133	-0.064	1.000	0.629	0.550	0.518	0.488	0.465	0.316	0.331	0.316	0.308	0.300	0.290	-0.098	-0.063	-0.054	-0.034	-0.026	-0.045	0.059	0.036	0.422
PAY_AUG	-0.342	0.168	-0.084	0.629	1.000	0.799	0.712	0.673	0.634	0.570	0.550	0.517	0.496	0.477	0.458	0.018	0.081	0.085	0.093	0.097	0.080	0.071	0.034	0.340
PAY_JUL	-0.331	0.161	-0.084	0.550	0.799	1.000	0.800	0.718	0.670	0.523	0.587	0.556	0.530	0.506	0.483	0.214	0.034	0.101	0.117	0.122	0.096	0.067	0.032	0.294
PAY_JUN	-0.308	0.151	-0.081	0.518	0.712	0.800	1.000	0.822	0.731	0.511	0.557	0.618	0.592	0.560	0.532	0.183	0.244	0.067	0.142	0.160	0.141	0.063	0.035	0.278
PAY_MAY	-0.285	0.136	-0.083	0.488	0.673	0.718	0.822	1.000	0.820	0.498	0.536	0.586	0.649	0.617	0.578	0.173	0.220	0.258	0.104	0.183	0.170	0.056	0.033	0.269
PAY_APR	-0.264	0.123	-0.076	0.465	0.634	0.670	0.731	0.820	1.000	0.487	0.522	0.560	0.605	0.667	0.629	0.176	0.198	0.236	0.282	0.139	0.196	0.047	0.030	0.249
BILL_AMT_SEPT	0.055	0.094	0.001	0.316	0.570	0.523	0.511	0.498	0.487	1.000	0.911	0.857	0.807	0.769	0.734	0.501	0.471	0.439	0.441	0.424	0.409	0.026	0.017	0.031
BILL_AMT_AUG	0.050	0.092	0.001	0.331	0.550	0.587	0.557	0.536	0.522	0.911	1.000	0.908	0.848	0.803	0.765	0.635	0.496	0.467	0.460	0.448	0.428	0.033	0.012	0.031
BILL_AMT_JUL	0.062	0.080	0.002	0.316	0.517	0.556	0.618	0.586	0.560	0.857	0.908	1.000	0.903	0.848	0.804	0.549	0.637	0.491	0.487	0.476	0.457	0.018	0.012	0.000
BILL_AMT_JUN	0.074	0.068	-0.004	0.308	0.496	0.530	0.592	0.649	0.605	0.807	0.848	0.903	1.000	0.903	0.848	0.511	0.554	0.633	0.506	0.503	0.480	0.026	0.014	0.019
BILL_AMT_MAY	0.082	0.059	-0.001	0.300	0.477	0.506	0.560	0.617	0.667	0.769	0.803	0.848	0.903	1.000	0.902	0.481	0.514	0.548	0.646	0.524	0.508	0.021	0.015	0.017
BILL_AMT_APR	0.089	0.055	-0.000	0.290	0.458	0.483	0.532	0.578	0.629	0.734	0.765	0.804	0.848	0.902	1.000	0.455	0.486	0.518	0.569	0.666	0.528	0.026	0.016	0.022
PAY_AMT_SEPT	0.274	-0.043	0.033	-0.098	0.018	0.214	0.183	0.173	0.176	0.501	0.635	0.549	0.511	0.481	0.455	1.000	0.511	0.518	0.485	0.467	0.454	0.000	0.031	0.027
PAY_AMT_AUG	0.280	-0.048	0.044	-0.063	0.081	0.034	0.244	0.220	0.198	0.471	0.496	0.637	0.554	0.514	0.486	0.511	1.000	0.515	0.519	0.496	0.490	0.000	0.020	0.013
PAY_AMT_JUL	0.286	-0.043	0.033	-0.054	0.085	0.101	0.067	0.258	0.236	0.439	0.467	0.491	0.633	0.548	0.518	0.518	0.515	1.000	0.515	0.533	0.505	0.012	0.019	0.024
PAY_AMT_JUN	0.285	-0.044	0.040	-0.034	0.093	0.117	0.142	0.104	0.282	0.441	0.460	0.487	0.506	0.646	0.569	0.485	0.519	0.515	1.000	0.533	0.546	0.000	0.030	0.022
PAY_AMT_MAY	0.295	-0.051	0.038	-0.026	0.097	0.122	0.160	0.183	0.139	0.424	0.448	0.476	0.503	0.524	0.666	0.467	0.496	0.533	0.533	1.000	0.548	0.014	0.000	0.035
PAY_AMT_APR	0.319	-0.054	0.039	-0.045	0.080	0.096	0.141	0.170	0.196	0.409	0.428	0.457	0.480	0.508	0.528	0.454	0.490	0.505	0.546	0.548	1.000	0.013	0.000	0.028
SEX	0.074	0.029	0.091	0.059	0.071	0.067	0.063	0.056	0.047	0.026	0.033	0.018	0.026	0.021	0.026	0.000	0.000	0.012	0.000	0.014	0.013	1.000	0.032	0.039
MARRIAGE	0.064	0.114	0.286	0.036	0.034	0.032	0.035	0.033	0.030	0.017	0.012	0.012	0.014	0.015	0.016	0.031	0.020	0.019	0.030	0.000	0.000	0.032	1.000	0.033
default payment next month	0.157	0.072	0.048	0.422	0.340	0.294	0.278	0.269	0.249	0.031	0.031	0.000	0.019	0.017	0.022	0.027	0.013	0.024	0.022	0.035	0.028	0.039	0.033	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_SEPT	PAY_AUG	PAY_JUL	PAY_JUN	PAY_MAY	PAY_APR	BILL_AMT_SEPT	BILL_AMT_AUG	BILL_AMT_JUL	BILL_AMT_JUN	BILL_AMT_MAY	BILL_AMT_APR	PAY_AMT_SEPT	PAY_AMT_AUG	PAY_AMT_JUL	PAY_AMT_JUN	PAY_AMT_MAY	PAY_AMT_APR	default payment next month
0	20000	2	2	1	24	2	2	-1	-1	-2	-2	3913	3102	689	0	0	0	0	689	0	0	0	0	1
1	120000	2	2	2	26	-1	2	0	0	0	2	2682	1725	2682	3272	3455	3261	0	1000	1000	1000	0	2000	1
2	90000	2	2	2	34	0	0	0	0	0	0	29239	14027	13559	14331	14948	15549	1518	1500	1000	1000	1000	5000	0
3	50000	2	2	1	37	0	0	0	0	0	0	46990	48233	49291	28314	28959	29547	2000	2019	1200	1100	1069	1000	0
4	50000	1	2	1	57	-1	0	-1	0	0	0	8617	5670	35835	20940	19146	19131	2000	36681	10000	9000	689	679	0
5	50000	1	1	2	37	0	0	0	0	0	0	64400	57069	57608	19394	19619	20024	2500	1815	657	1000	1000	800	0
6	500000	1	1	2	29	0	0	0	0	0	0	367965	412023	445007	542653	483003	473944	55000	40000	38000	20239	13750	13770	0
7	100000	2	2	2	23	0	-1	-1	0	0	-1	11876	380	601	221	-159	567	380	601	0	581	1687	1542	0
8	140000	2	3	1	28	0	0	2	0	0	0	11285	14096	12108	12211	11793	3719	3329	0	432	1000	1000	1000	0
9	20000	1	3	2	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13007	13912	0	0	0	13007	1122	0	0

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_SEPT	PAY_AUG	PAY_JUL	PAY_JUN	PAY_MAY	PAY_APR	BILL_AMT_SEPT	BILL_AMT_AUG	BILL_AMT_JUL	BILL_AMT_JUN	BILL_AMT_MAY	BILL_AMT_APR	PAY_AMT_SEPT	PAY_AMT_AUG	PAY_AMT_JUL	PAY_AMT_JUN	PAY_AMT_MAY	PAY_AMT_APR	default payment next month
29990	140000	1	2	1	41	0	0	0	0	0	0	138325	137142	139110	138262	49675	46121	6000	7000	4228	1505	2000	2000	0
29991	210000	1	2	1	34	3	2	2	2	2	2	2500	2500	2500	2500	2500	2500	0	0	0	0	0	0	1
29992	10000	1	3	1	43	0	0	0	-2	-2	-2	8802	10400	0	0	0	0	2000	0	0	0	0	0	0
29993	100000	1	1	2	38	0	-1	-1	0	0	0	3042	1427	102996	70626	69473	55004	2000	111784	4000	3000	2000	2000	0
29994	80000	1	2	2	34	2	2	2	2	2	2	72557	77708	79384	77519	82607	81158	7000	3500	0	7000	0	4000	1
29995	220000	1	3	1	39	0	0	0	0	0	0	188948	192815	208365	88004	31237	15980	8500	20000	5003	3047	5000	1000	0
29996	150000	1	3	2	43	-1	-1	-1	-1	0	0	1683	1828	3502	8979	5190	0	1837	3526	8998	129	0	0	0
29997	30000	1	2	2	37	4	3	2	-1	0	0	3565	3356	2758	20878	20582	19357	0	0	22000	4200	2000	3100	1
29998	80000	1	3	1	41	1	-1	0	0	0	-1	-1645	78379	76304	52774	11855	48944	85900	3409	1178	1926	52964	1804	1
29999	50000	1	2	1	46	0	0	0	0	0	0	47929	48905	49764	36535	32428	15313	2078	1800	1430	1000	1000	1000	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample